The Seattle Public Library (SPL) plays a vital role in providing access to a diverse range of resources, including books, audiobooks, eBooks, music, movies, and more. The library's mission is to empower the community by offering free access to information, fostering literacy, and promoting lifelong learning. Understanding user behavior and checkout patterns is crucial for optimizing library services and ensuring that SPL continues to meet the evolving needs of its patrons.
This project aims to analyze the checkout data from Seattle Public Library over the past five years (2018-2023). The goal is to uncover trends, gain insights into user preferences, and forecast future checkouts. This analysis will help the library make informed decisions about resource allocation, collection development, and user engagement strategies.
Insight: EBooks and traditional Books dominate the checkouts, indicating a strong preference for reading materials among library users. Audiobooks also show significant usage, reflecting the growing popularity of audio content. Visual media like movies and TV shows have lower checkouts, likely due to the availability of streaming services.
Insight: The time series analysis reveals clear seasonal peaks, especially at the beginning of each year. The impact of the COVID-19 pandemic is evident with a significant drop in checkouts in 2020, followed by a gradual recovery.
Insight: The seasonal decomposition highlights strong seasonal patterns, with notable peaks at regular intervals. The trend component shows a decline during the pandemic, followed by a recovery. The residuals indicate some anomalies, suggesting occasional unexpected variations.
Insight: The forecast predicts a significant spike in checkouts around early 2024, aligning with the historical seasonal peaks. This information can help the library prepare for increased demand and optimize resource allocation.
Summary of Findings:
Future Work:
By leveraging these insights, the Seattle Public Library can enhance its operational efficiency, user engagement, and overall service delivery, ensuring it meets the evolving needs of its community effectively.
Below are the resources and references used in this analysis: